ez_azml.ml_client.EzMLClient

class ez_azml.ml_client.EzMLClient(credential: TokenCredential | None = None, subscription_id: str | None = None, resource_group_name: str | None = None, workspace_name: str | None = None, **kwargs: Any)

Bases: MLClient

A easy client class to interact with Azure ML services.

Parameters:
  • credential – The credential to use for authentication. Defaults to DefaultAzureCredential()

  • subscription_id – The Azure subscription ID. Defaults to env AZURE_SUBSCRIPTION_ID.

  • resource_group_name – The Azure resource group. Defaults to env AZURE_RESOURCE_GROUP_NAME.

  • workspace_name – The workspace to use in the client. Defaults to env AZURE_WORKSPACE.

__init__(credential: TokenCredential | None = None, subscription_id: str | None = None, resource_group_name: str | None = None, workspace_name: str | None = None, **kwargs: Any) None

Methods

__init__([credential, subscription_id, ...])

begin_create_or_update(entity, **kwargs)

Creates or updates an Azure ML resource asynchronously.

create_or_update(entity, **kwargs)

Creates or updates an Azure ML resource.

from_config(credential, *[, path, file_name])

Returns a client from an existing Azure Machine Learning Workspace using a file configuration.

Attributes

R

T

azure_openai_deployments

//aka.ms/azuremlexperimental for more information.

batch_deployments

A collection of batch deployment related operations.

batch_endpoints

A collection of batch endpoint related operations.

components

A collection of component related operations.

compute

A collection of compute related operations.

connections

//aka.ms/azuremlexperimental for more information.

data

A collection of data related operations.

datastores

A collection of datastore related operations.

environments

A collection of environment related operations.

evaluators

//aka.ms/azuremlexperimental for more information.

feature_sets

A collection of feature set related operations.

feature_store_entities

A collection of feature store entity related operations.

feature_stores

A collection of feature store related operations.

indexes

//aka.ms/azuremlexperimental for more information.

jobs

A collection of job related operations.

marketplace_subscriptions

//aka.ms/azuremlexperimental for more information.

models

A collection of model related operations.

online_deployments

A collection of online deployment related operations.

online_endpoints

A collection of online endpoint related operations.

registries

A collection of registry-related operations.

resource_group_name

Get the resource group name of an MLClient object.

schedules

A collection of schedule related operations.

serverless_endpoints

//aka.ms/azuremlexperimental for more information.

subscription_id

Get the subscription ID of an MLClient object.

workspace_name

The name of the workspace where workspace-dependent operations will be executed.

workspace_outbound_rules

A collection of workspace outbound rule related operations.

workspaces

A collection of workspace-related operations.